Pandas Profiling Report

Dataset statistics

Number of variables	23
Number of observations	142193
Missing cells	284122
Missing cells (%)	8.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	25.0 MiB
Average record size in memory	184.0 B

Variable types

Categorical	2
Numeric	19
Boolean	2

Warnings

`date` has a high cardinality: 3436 distinct values	High cardinality
`mintemp` is highly correlated with `temp9am`	High correlation
`maxtemp` is highly correlated with `temp3pm`	High correlation
`humidity3pm` is highly correlated with `humidity`	High correlation
`pressure9am` is highly correlated with `pressure3pm`	High correlation
`pressure3pm` is highly correlated with `pressure9am`	High correlation
`temp9am` is highly correlated with `mintemp`	High correlation
`temp3pm` is highly correlated with `maxtemp`	High correlation
`humidity` is highly correlated with `humidity3pm`	High correlation
`evaporation` has 60843 (42.8%) missing values	Missing
`sunshine` has 67816 (47.7%) missing values	Missing
`humidity9am` has 1774 (1.2%) missing values	Missing
`humidity3pm` has 3610 (2.5%) missing values	Missing
`pressure9am` has 14014 (9.9%) missing values	Missing
`pressure3pm` has 13981 (9.8%) missing values	Missing
`cloud9am` has 53657 (37.7%) missing values	Missing
`cloud3pm` has 57094 (40.2%) missing values	Missing
`temp3pm` has 2726 (1.9%) missing values	Missing
`humidity` has 3610 (2.5%) missing values	Missing
`precipitation9am` has unique values	Unique
`rainfall` has 90275 (63.5%) zeros	Zeros
`sunshine` has 2308 (1.6%) zeros	Zeros
`cloud9am` has 8587 (6.0%) zeros	Zeros
`cloud3pm` has 4957 (3.5%) zeros	Zeros
`amountOfRain` has 91077 (64.1%) zeros	Zeros

Reproduction

Analysis started	2021-05-07 18:51:40.205684
Analysis finished	2021-05-07 18:53:18.610933
Duration	1 minute and 38.41 seconds
Software version	pandas-profiling v2.11.0
Download configuration	config.yaml

date
Categorical

HIGH CARDINALITY

Distinct	3436
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

2017-05-15	49
2017-04-16	49
2014-07-23	49
2017-05-18	49
2014-01-16	49
Other values (3431)	141948

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	1421930
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	92 ?
Unique (%)	0.1%

Sample

1st row	2008-12-01
2nd row	2008-12-02
3rd row	2008-12-03
4th row	2008-12-04
5th row	2008-12-05

Value	Count	Frequency (%)
2017-05-15	49	< 0.1%
2017-04-16	49	< 0.1%
2014-07-23	49	< 0.1%
2017-05-18	49	< 0.1%
2014-01-16	49	< 0.1%
2013-12-08	49	< 0.1%
2014-02-03	49	< 0.1%
2016-08-29	49	< 0.1%
2016-08-11	49	< 0.1%
2017-01-19	49	< 0.1%
Other values (3426)	141703	99.7%

Histogram of lengths of the category

Value	Count	Frequency (%)
2017-05-15	49	< 0.1%
2017-04-16	49	< 0.1%
2014-07-23	49	< 0.1%
2017-05-18	49	< 0.1%
2014-01-16	49	< 0.1%
2013-12-08	49	< 0.1%
2014-02-03	49	< 0.1%
2016-08-29	49	< 0.1%
2016-08-11	49	< 0.1%
2017-01-19	49	< 0.1%
Other values (3426)	141703	99.7%

Most occurring characters

Value	Count	Frequency (%)
0	353160	24.8%
-	284386	20.0%
1	260408	18.3%
2	238931	16.8%
3	50191	3.5%
5	44306	3.1%
6	43905	3.1%
4	42723	3.0%
9	41662	2.9%
7	34284	2.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1137544	80.0%
Dash Punctuation	284386	20.0%

Most frequent character per category

Value	Count	Frequency (%)
0	353160	31.0%
1	260408	22.9%
2	238931	21.0%
3	50191	4.4%
5	44306	3.9%
6	43905	3.9%
4	42723	3.8%
9	41662	3.7%
7	34284	3.0%
8	27974	2.5%

Value	Count	Frequency (%)
-	284386	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1421930	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	353160	24.8%
-	284386	20.0%
1	260408	18.3%
2	238931	16.8%
3	50191	3.5%
5	44306	3.1%
6	43905	3.1%
4	42723	3.0%
9	41662	2.9%
7	34284	2.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1421930	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	353160	24.8%
-	284386	20.0%
1	260408	18.3%
2	238931	16.8%
3	50191	3.5%
5	44306	3.1%
6	43905	3.1%
4	42723	3.0%
9	41662	2.9%
7	34284	2.4%

location
Categorical

Distinct	49
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

Canberra	3418
Sydney	3337
Perth	3193
Darwin	3192
Hobart	3188
Other values (44)	125865

Length

Max length	16
Median length	8
Mean length	8.703206206
Min length	4

Characters and Unicode

Total characters	1237535
Distinct characters	40
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Albury
2nd row	Albury
3rd row	Albury
4th row	Albury
5th row	Albury

Value	Count	Frequency (%)
Canberra	3418	2.4%
Sydney	3337	2.3%
Perth	3193	2.2%
Darwin	3192	2.2%
Hobart	3188	2.2%
Brisbane	3161	2.2%
Adelaide	3090	2.2%
Bendigo	3034	2.1%
Townsville	3033	2.1%
AliceSprings	3031	2.1%
Other values (39)	110516	77.7%

Histogram of lengths of the category

Value	Count	Frequency (%)
canberra	3418	2.4%
sydney	3337	2.3%
perth	3193	2.2%
darwin	3192	2.2%
hobart	3188	2.2%
brisbane	3161	2.2%
adelaide	3090	2.2%
bendigo	3034	2.1%
townsville	3033	2.1%
alicesprings	3031	2.1%
Other values (39)	110516	77.7%

Most occurring characters

Value	Count	Frequency (%)
a	115725	9.4%
r	114339	9.2%
o	106342	8.6%
e	101043	8.2%
n	88369	7.1%
l	76287	6.2%
i	74395	6.0%
t	58309	4.7%
d	36311	2.9%
s	35975	2.9%
Other values (30)	430440	34.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1045618	84.5%
Uppercase Letter	191917	15.5%

Most frequent character per category

Value	Count	Frequency (%)
a	115725	11.1%
r	114339	10.9%
o	106342	10.2%
e	101043	9.7%
n	88369	8.5%
l	76287	7.3%
i	74395	7.1%
t	58309	5.6%
d	36311	3.5%
s	35975	3.4%
Other values (12)	238523	22.8%

Value	Count	Frequency (%)
A	26695	13.9%
W	23248	12.1%
C	18255	9.5%
M	17242	9.0%
S	15328	8.0%
P	14924	7.8%
N	13419	7.0%
B	12151	6.3%
G	11872	6.2%
H	9070	4.7%
Other values (8)	29713	15.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1237535	100.0%

Most frequent character per script

Value	Count	Frequency (%)
a	115725	9.4%
r	114339	9.2%
o	106342	8.6%
e	101043	8.2%
n	88369	7.1%
l	76287	6.2%
i	74395	6.0%
t	58309	4.7%
d	36311	2.9%
s	35975	2.9%
Other values (30)	430440	34.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1237535	100.0%

Most frequent character per block

Value	Count	Frequency (%)
a	115725	9.4%
r	114339	9.2%
o	106342	8.6%
e	101043	8.2%
n	88369	7.1%
l	76287	6.2%
i	74395	6.0%
t	58309	4.7%
d	36311	2.9%
s	35975	2.9%
Other values (30)	430440	34.8%

mintemp
Real number (ℝ)

HIGH CORRELATION

Distinct	389
Distinct (%)	0.3%
Missing	637
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%

Mean	12.18639973
Minimum	-8.5
Maximum	33.9
Zeros	156
Zeros (%)	0.1%
Memory size	1.1 MiB

Quantile statistics

Minimum	-8.5
5-th percentile	1.8
Q1	7.6
median	12
Q3	16.8
95-th percentile	23
Maximum	33.9
Range	42.4
Interquartile range (IQR)	9.2

Descriptive statistics

Standard deviation	6.403282675
Coefficient of variation (CV)	0.5254449893
Kurtosis	-0.4872527487
Mean	12.18639973
Median Absolute Deviation (MAD)	4.6
Skewness	0.02389982065
Sum	1725058
Variance	41.00202901
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.6	883	0.6%
11	883	0.6%
10.2	880	0.6%
10.5	867	0.6%
10.8	860	0.6%
9	853	0.6%
12	850	0.6%
10	849	0.6%
13	844	0.6%
10.4	842	0.6%
Other values (379)	132945	93.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-8.5	1	< 0.1%
-8.2	2	< 0.1%
-8	2	< 0.1%
-7.8	1	< 0.1%
-7.6	2	< 0.1%

Value	Count	Frequency (%)
33.9	1	< 0.1%
31.9	1	< 0.1%
31.8	1	< 0.1%
31.4	3	< 0.1%
31.2	1	< 0.1%

maxtemp
Real number (ℝ)

HIGH CORRELATION

Distinct	505
Distinct (%)	0.4%
Missing	322
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%

Mean	23.22678419
Minimum	-4.8
Maximum	48.1
Zeros	14
Zeros (%)	< 0.1%
Memory size	1.1 MiB

Quantile statistics

Minimum	-4.8
5-th percentile	12.8
Q1	17.9
median	22.6
Q3	28.2
95-th percentile	35.5
Maximum	48.1
Range	52.9
Interquartile range (IQR)	10.3

Descriptive statistics

Standard deviation	7.117618141
Coefficient of variation (CV)	0.306440103
Kurtosis	-0.2384461504
Mean	23.22678419
Median Absolute Deviation (MAD)	5.1
Skewness	0.2249166146
Sum	3295207.1
Variance	50.660488
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	871	0.6%
19.8	829	0.6%
19	827	0.6%
20.4	820	0.6%
20.8	804	0.6%
19.9	803	0.6%
19.5	801	0.6%
21	799	0.6%
18.5	793	0.6%
18.2	792	0.6%
Other values (495)	133732	94.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4.8	1	< 0.1%
-4.1	1	< 0.1%
-3.8	1	< 0.1%
-3.7	1	< 0.1%
-3.2	1	< 0.1%

Value	Count	Frequency (%)
48.1	1	< 0.1%
47.3	2	< 0.1%
47	1	< 0.1%
46.9	1	< 0.1%
46.8	3	< 0.1%

rainfall
Real number (ℝ_≥0)

ZEROS

Distinct	679
Distinct (%)	0.5%
Missing	1406
Missing (%)	1.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.349974074
Minimum	0
Maximum	371
Zeros	90275
Zeros (%)	63.5%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.8
95-th percentile	13
Maximum	371
Range	371
Interquartile range (IQR)	0.8

Descriptive statistics

Standard deviation	8.465172918
Coefficient of variation (CV)	3.602240982
Kurtosis	180.0020968
Mean	2.349974074
Median Absolute Deviation (MAD)	0
Skewness	9.888061068
Sum	330845.8
Variance	71.65915253
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	90275	63.5%
0.2	8685	6.1%
0.4	3750	2.6%
0.6	2562	1.8%
0.8	2028	1.4%
1	1747	1.2%
1.2	1515	1.1%
1.4	1365	1.0%
1.6	1187	0.8%
1.8	1088	0.8%
Other values (669)	26585	18.7%
(Missing)	1406	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	90275	63.5%
0.1	154	0.1%
0.2	8685	6.1%
0.3	64	< 0.1%
0.4	3750	2.6%

Value	Count	Frequency (%)
371	1	< 0.1%
367.6	1	< 0.1%
278.4	1	< 0.1%
268.6	1	< 0.1%
247.2	1	< 0.1%

evaporation
Real number (ℝ_≥0)

MISSING

Distinct	356
Distinct (%)	0.4%
Missing	60843
Missing (%)	42.8%
Infinite	0
Infinite (%)	0.0%

Mean	5.469824216
Minimum	0
Maximum	145
Zeros	240
Zeros (%)	0.2%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2.6
median	4.8
Q3	7.4
95-th percentile	12
Maximum	145
Range	145
Interquartile range (IQR)	4.8

Descriptive statistics

Standard deviation	4.188536509
Coefficient of variation (CV)	0.7657534033
Kurtosis	45.06778373
Mean	5.469824216
Median Absolute Deviation (MAD)	2.4
Skewness	3.746833979
Sum	444970.2
Variance	17.54383809
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	3282	2.3%
8	2574	1.8%
2.2	2057	1.4%
2	1996	1.4%
2.6	1975	1.4%
2.4	1963	1.4%
1.8	1945	1.4%
3	1937	1.4%
3.4	1934	1.4%
3.2	1918	1.3%
Other values (346)	59769	42.0%
(Missing)	60843	42.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	240	0.2%
0.1	8	< 0.1%
0.2	497	0.3%
0.3	10	< 0.1%
0.4	760	0.5%

Value	Count	Frequency (%)
145	1	< 0.1%
86.2	1	< 0.1%
82.4	1	< 0.1%
81.2	1	< 0.1%
77.3	1	< 0.1%

sunshine
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	145
Distinct (%)	0.2%
Missing	67816
Missing (%)	47.7%
Infinite	0
Infinite (%)	0.0%

Mean	7.624853113
Minimum	0
Maximum	14.5
Zeros	2308
Zeros (%)	1.6%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0.3
Q1	4.9
median	8.5
Q3	10.6
95-th percentile	12.8
Maximum	14.5
Range	14.5
Interquartile range (IQR)	5.7

Descriptive statistics

Standard deviation	3.781524994
Coefficient of variation (CV)	0.495947258
Kurtosis	-0.8203636955
Mean	7.624853113
Median Absolute Deviation (MAD)	2.6
Skewness	-0.5029112767
Sum	567113.7
Variance	14.29993128
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2308	1.6%
10.7	1087	0.8%
11	1078	0.8%
10.8	1058	0.7%
10.5	1018	0.7%
10.9	1013	0.7%
10.3	999	0.7%
10.2	985	0.7%
10	973	0.7%
11.1	967	0.7%
Other values (135)	62891	44.2%
(Missing)	67816	47.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2308	1.6%
0.1	533	0.4%
0.2	511	0.4%
0.3	422	0.3%
0.4	319	0.2%

Value	Count	Frequency (%)
14.5	1	< 0.1%
14.3	4	< 0.1%
14.2	2	< 0.1%
14.1	6	< 0.1%
14	15	< 0.1%

humidity9am
Real number (ℝ_≥0)

MISSING

Distinct	101
Distinct (%)	0.1%
Missing	1774
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%

Mean	68.84381031
Minimum	0
Maximum	100
Zeros	1
Zeros (%)	< 0.1%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	34
Q1	57
median	70
Q3	83
95-th percentile	98
Maximum	100
Range	100
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	19.05129254
Coefficient of variation (CV)	0.2767321049
Kurtosis	-0.03924572083
Mean	68.84381031
Median Absolute Deviation (MAD)	13
Skewness	-0.4828207735
Sum	9666979
Variance	362.9517473
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
99	3350	2.4%
70	2985	2.1%
69	2962	2.1%
68	2961	2.1%
65	2952	2.1%
71	2939	2.1%
66	2916	2.1%
67	2895	2.0%
64	2867	2.0%
75	2859	2.0%
Other values (91)	110733	77.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	5	< 0.1%
2	8	< 0.1%
3	10	< 0.1%
4	20	< 0.1%

Value	Count	Frequency (%)
100	2827	2.0%
99	3350	2.4%
98	2063	1.5%
97	1757	1.2%
96	1577	1.1%

humidity3pm
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	101
Distinct (%)	0.1%
Missing	3610
Missing (%)	2.5%
Infinite	0
Infinite (%)	0.0%

Mean	51.48260609
Minimum	0
Maximum	100
Zeros	4
Zeros (%)	< 0.1%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	17
Q1	37
median	52
Q3	66
95-th percentile	88
Maximum	100
Range	100
Interquartile range (IQR)	29

Descriptive statistics

Standard deviation	20.79777184
Coefficient of variation (CV)	0.4039766714
Kurtosis	-0.511101194
Mean	51.48260609
Median Absolute Deviation (MAD)	14
Skewness	0.03451544293
Sum	7134614
Variance	432.5473137
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
52	2699	1.9%
55	2685	1.9%
57	2679	1.9%
53	2650	1.9%
59	2639	1.9%
58	2604	1.8%
54	2595	1.8%
51	2577	1.8%
56	2574	1.8%
50	2573	1.8%
Other values (91)	112308	79.0%
(Missing)	3610	2.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4	< 0.1%
1	26	< 0.1%
2	35	< 0.1%
3	63	< 0.1%
4	113	0.1%

Value	Count	Frequency (%)
100	393	0.3%
99	428	0.3%
98	588	0.4%
97	393	0.3%
96	451	0.3%

pressure9am
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	546
Distinct (%)	0.4%
Missing	14014
Missing (%)	9.9%
Infinite	0
Infinite (%)	0.0%

Mean	1017.653758
Minimum	980.5
Maximum	1041
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	980.5
5-th percentile	1006.2
Q1	1012.9
median	1017.6
Q3	1022.4
95-th percentile	1029.5
Maximum	1041
Range	60.5
Interquartile range (IQR)	9.5

Descriptive statistics

Standard deviation	7.105475712
Coefficient of variation (CV)	0.006982213403
Kurtosis	0.2361999825
Mean	1017.653758
Median Absolute Deviation (MAD)	4.7
Skewness	-0.09621089388
Sum	130441841.1
Variance	50.48778509
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1016.4	804	0.6%
1017.9	779	0.5%
1018.7	764	0.5%
1018	761	0.5%
1015.9	757	0.5%
1017.3	756	0.5%
1017.8	755	0.5%
1016.3	753	0.5%
1017.2	745	0.5%
1017.7	744	0.5%
Other values (536)	120561	84.8%
(Missing)	14014	9.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
980.5	1	< 0.1%
982	1	< 0.1%
982.2	1	< 0.1%
982.3	1	< 0.1%
982.9	2	< 0.1%

Value	Count	Frequency (%)
1041	1	< 0.1%
1040.9	1	< 0.1%
1040.6	2	< 0.1%
1040.5	1	< 0.1%
1040.4	3	< 0.1%

pressure3pm
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	549
Distinct (%)	0.4%
Missing	13981
Missing (%)	9.8%
Infinite	0
Infinite (%)	0.0%

Mean	1015.258204
Minimum	977.1
Maximum	1039.6
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	977.1
5-th percentile	1004
Q1	1010.4
median	1015.2
Q3	1020
95-th percentile	1026.9
Maximum	1039.6
Range	62.5
Interquartile range (IQR)	9.6

Descriptive statistics

Standard deviation	7.036676783
Coefficient of variation (CV)	0.006930923344
Kurtosis	0.1325207865
Mean	1015.258204
Median Absolute Deviation (MAD)	4.8
Skewness	-0.04619761861
Sum	130168284.8
Variance	49.51482016
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1015.5	773	0.5%
1015.3	767	0.5%
1015.7	763	0.5%
1015.6	761	0.5%
1015.1	752	0.5%
1013.5	751	0.5%
1015.8	751	0.5%
1015.4	745	0.5%
1016	738	0.5%
1014.8	735	0.5%
Other values (539)	120676	84.9%
(Missing)	13981	9.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
977.1	1	< 0.1%
978.2	1	< 0.1%
979	1	< 0.1%
980.2	2	< 0.1%
981.2	1	< 0.1%

Value	Count	Frequency (%)
1039.6	1	< 0.1%
1038.9	1	< 0.1%
1038.5	1	< 0.1%
1038.4	1	< 0.1%
1038.2	1	< 0.1%

cloud9am
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	53657
Missing (%)	37.7%
Infinite	0
Infinite (%)	0.0%

Mean	4.437189392
Minimum	0
Maximum	9
Zeros	8587
Zeros (%)	6.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	5
Q3	7
95-th percentile	8
Maximum	9
Range	9
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	2.887015526
Coefficient of variation (CV)	0.6506405904
Kurtosis	-1.5411594
Mean	4.437189392
Median Absolute Deviation (MAD)	3
Skewness	-0.2242855389
Sum	392851
Variance	8.334858646
Monotocity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	19749	13.9%
1	15558	10.9%
8	14389	10.1%
0	8587	6.0%
6	8072	5.7%
2	6442	4.5%
3	5854	4.1%
5	5510	3.9%
4	4373	3.1%
9	2	< 0.1%
(Missing)	53657	37.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8587	6.0%
1	15558	10.9%
2	6442	4.5%
3	5854	4.1%
4	4373	3.1%

Value	Count	Frequency (%)
9	2	< 0.1%
8	14389	10.1%
7	19749	13.9%
6	8072	5.7%
5	5510	3.9%

cloud3pm
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	57094
Missing (%)	40.2%
Infinite	0
Infinite (%)	0.0%

Mean	4.5031669
Minimum	0
Maximum	9
Zeros	4957
Zeros (%)	3.5%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	7
95-th percentile	8
Maximum	9
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.72063253
Coefficient of variation (CV)	0.604159826
Kurtosis	-1.457932583
Mean	4.5031669
Median Absolute Deviation (MAD)	2
Skewness	-0.2240923649
Sum	383215
Variance	7.401841365
Monotocity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	18052	12.7%
1	14827	10.4%
8	12407	8.7%
6	8869	6.2%
2	7153	5.0%
3	6836	4.8%
5	6743	4.7%
4	5254	3.7%
0	4957	3.5%
9	1	< 0.1%
(Missing)	57094	40.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4957	3.5%
1	14827	10.4%
2	7153	5.0%
3	6836	4.8%
4	5254	3.7%

Value	Count	Frequency (%)
9	1	< 0.1%
8	12407	8.7%
7	18052	12.7%
6	8869	6.2%
5	6743	4.7%

temp9am
Real number (ℝ)

HIGH CORRELATION

Distinct	440
Distinct (%)	0.3%
Missing	904
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%

Mean	16.98750858
Minimum	-7.2
Maximum	40.2
Zeros	35
Zeros (%)	< 0.1%
Memory size	1.1 MiB

Quantile statistics

Minimum	-7.2
5-th percentile	6.9
Q1	12.3
median	16.7
Q3	21.6
95-th percentile	28.2
Maximum	40.2
Range	47.4
Interquartile range (IQR)	9.3

Descriptive statistics

Standard deviation	6.492838325
Coefficient of variation (CV)	0.3822125119
Kurtosis	-0.3491547666
Mean	16.98750858
Median Absolute Deviation (MAD)	4.6
Skewness	0.09138682047
Sum	2400148.1
Variance	42.15694952
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17	901	0.6%
13.8	887	0.6%
14.8	873	0.6%
16	869	0.6%
14	855	0.6%
16.6	855	0.6%
15	852	0.6%
16.5	844	0.6%
13	831	0.6%
15.4	827	0.6%
Other values (430)	132695	93.3%
(Missing)	904	0.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-7.2	1	< 0.1%
-7	1	< 0.1%
-6.2	1	< 0.1%
-5.9	1	< 0.1%
-5.6	2	< 0.1%

Value	Count	Frequency (%)
40.2	1	< 0.1%
39.4	1	< 0.1%
39.1	1	< 0.1%
39	1	< 0.1%
38.9	1	< 0.1%

temp3pm
Real number (ℝ)

HIGH CORRELATION
MISSING

Distinct	500
Distinct (%)	0.4%
Missing	2726
Missing (%)	1.9%
Infinite	0
Infinite (%)	0.0%

Mean	21.68723497
Minimum	-5.4
Maximum	46.7
Zeros	16
Zeros (%)	< 0.1%
Memory size	1.1 MiB

Quantile statistics

Minimum	-5.4
5-th percentile	11.5
Q1	16.6
median	21.1
Q3	26.4
95-th percentile	33.7
Maximum	46.7
Range	52.1
Interquartile range (IQR)	9.8

Descriptive statistics

Standard deviation	6.937593869
Coefficient of variation (CV)	0.3198929636
Kurtosis	-0.1464607024
Mean	21.68723497
Median Absolute Deviation (MAD)	4.9
Skewness	0.2400541927
Sum	3024653.6
Variance	48.13020868
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	871	0.6%
19	858	0.6%
18.5	856	0.6%
18.4	856	0.6%
17.8	845	0.6%
19.2	826	0.6%
19.4	825	0.6%
18	821	0.6%
19.3	821	0.6%
17	814	0.6%
Other values (490)	131074	92.2%
(Missing)	2726	1.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-5.4	1	< 0.1%
-5.1	1	< 0.1%
-4.4	1	< 0.1%
-4.2	1	< 0.1%
-4.1	1	< 0.1%

Value	Count	Frequency (%)
46.7	1	< 0.1%
46.2	1	< 0.1%
46.1	3	< 0.1%
45.9	1	< 0.1%
45.8	2	< 0.1%

raintoday
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	1406
Missing (%)	1.0%
Memory size	277.8 KiB

False	109332
True	31455
(Missing)	1406

Common Values
Chart

Value	Count	Frequency (%)
False	109332	76.9%
True	31455	22.1%
(Missing)	1406	1.0%

amountOfRain
Real number (ℝ_≥0)

ZEROS

Distinct	681
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.360681609
Minimum	0
Maximum	371
Zeros	91077
Zeros (%)	64.1%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.8
95-th percentile	13
Maximum	371
Range	371
Interquartile range (IQR)	0.8

Descriptive statistics

Standard deviation	8.477969069
Coefficient of variation (CV)	3.591322539
Kurtosis	178.1682517
Mean	2.360681609
Median Absolute Deviation (MAD)	0
Skewness	9.836902495
Sum	335672.4
Variance	71.87595954
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	91077	64.1%
0.2	8762	6.2%
0.4	3781	2.7%
0.6	2591	1.8%
0.8	2055	1.4%
1	1761	1.2%
1.2	1535	1.1%
1.4	1379	1.0%
1.6	1201	0.8%
1.8	1104	0.8%
Other values (671)	26947	19.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	91077	64.1%
0.1	157	0.1%
0.2	8762	6.2%
0.3	65	< 0.1%
0.4	3781	2.7%

Value	Count	Frequency (%)
371	1	< 0.1%
367.6	1	< 0.1%
278.4	1	< 0.1%
268.6	1	< 0.1%
247.2	1	< 0.1%

raintomorrow
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	139.0 KiB

False	110316
True	31877

Common Values
Chart

Value	Count	Frequency (%)
False	110316	77.6%
True	31877	22.4%

temp
Real number (ℝ)

Distinct	7620
Distinct (%)	5.4%
Missing	322
Missing (%)	0.2%
Infinite	0
Infinite (%)	0.0%

Mean	28.50541942
Minimum	-3.76
Maximum	59.72
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	-3.76
5-th percentile	3.425738507
Q1	22.52
median	28.52
Q3	35.48
95-th percentile	44.36
Maximum	59.72
Range	63.48
Interquartile range (IQR)	12.96

Descriptive statistics

Standard deviation	10.23750611
Coefficient of variation (CV)	0.359142448
Kurtosis	0.4742258563
Mean	28.50541942
Median Absolute Deviation (MAD)	6.36
Skewness	-0.4242488265
Sum	4044092.358
Variance	104.8065314
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26	830	0.6%
25.76	796	0.6%
24.8	787	0.6%
26.48	771	0.5%
25.88	766	0.5%
25.4	759	0.5%
26.96	756	0.5%
24.68	756	0.5%
27.2	755	0.5%
23.84	752	0.5%
Other values (7610)	134143	94.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-3.76	1	< 0.1%
-2.92	1	< 0.1%
-2.56	1	< 0.1%
-1.84	1	< 0.1%
-1.72	2	< 0.1%

Value	Count	Frequency (%)
59.72	1	< 0.1%
58.76	2	< 0.1%
58.4	1	< 0.1%
58.28	1	< 0.1%
58.16	3	< 0.1%

humidity
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	4163
Distinct (%)	3.0%
Missing	3610
Missing (%)	2.5%
Infinite	0
Infinite (%)	0.0%

Mean	61.99117945
Minimum	2
Maximum	122
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	2
5-th percentile	15.2
Q1	44
median	63.2
Q3	80
95-th percentile	106.4
Maximum	122
Range	120
Interquartile range (IQR)	36

Descriptive statistics

Standard deviation	26.64911127
Coefficient of variation (CV)	0.4298855339
Kurtosis	-0.397086155
Mean	61.99117945
Median Absolute Deviation (MAD)	18
Skewness	-0.1227574279
Sum	8590923.622
Variance	710.1751317
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
64.4	2621	1.8%
68	2609	1.8%
70.4	2603	1.8%
65.6	2570	1.8%
72.8	2556	1.8%
71.6	2526	1.8%
66.8	2513	1.8%
63.2	2494	1.8%
69.2	2487	1.7%
62	2482	1.7%
Other values (4153)	113122	79.6%
(Missing)	3610	2.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	4	< 0.1%
2.00028566	1	< 0.1%
2.000513414	1	< 0.1%
2.001065311	1	< 0.1%
2.001185981	1	< 0.1%

Value	Count	Frequency (%)
122	380	0.3%
120.8	417	0.3%
119.6	569	0.4%
118.4	385	0.3%
117.2	432	0.3%

precipitation3pm
Real number (ℝ_≥0)

Distinct	27
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10.01416385
Minimum	0
Maximum	26
Zeros	14
Zeros (%)	< 0.1%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	8
median	10
Q3	12
95-th percentile	15
Maximum	26
Range	26
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.169831704
Coefficient of variation (CV)	0.3165348352
Kurtosis	0.09181025553
Mean	10.01416385
Median Absolute Deviation (MAD)	2
Skewness	0.3130080553
Sum	1423944
Variance	10.04783303
Monotocity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
9	17746	12.5%
10	17617	12.4%
11	16233	11.4%
8	15970	11.2%
12	13490	9.5%
7	12800	9.0%
13	10419	7.3%
6	8999	6.3%
14	7422	5.2%
5	5271	3.7%
Other values (17)	16226	11.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	14	< 0.1%
1	57	< 0.1%
2	333	0.2%
3	1106	0.8%
4	2650	1.9%

Value	Count	Frequency (%)
26	3	< 0.1%
25	4	< 0.1%
24	7	< 0.1%
23	29	< 0.1%
22	58	< 0.1%

precipitation9am
Real number (ℝ)

UNIQUE

Distinct	142193
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10.00074753
Minimum	-17.73934574
Maximum	32.47858981
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	-17.73934574
5-th percentile	1.765127641
Q1	6.650237922
median	10.00000857
Q3	13.38930622
95-th percentile	18.2314101
Maximum	32.47858981
Range	50.21793555
Interquartile range (IQR)	6.739068299

Descriptive statistics

Standard deviation	4.997908149
Coefficient of variation (CV)	0.4997534569
Kurtosis	-0.0003350336479
Mean	10.00074753
Median Absolute Deviation (MAD)	3.368518937
Skewness	-0.005954014114
Sum	1422036.293
Variance	24.97908586
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15.07746145	1	< 0.1%
5.729915422	1	< 0.1%
1.482750714	1	< 0.1%
14.05908044	1	< 0.1%
14.19656653	1	< 0.1%
12.47098586	1	< 0.1%
0.9081428291	1	< 0.1%
14.67973939	1	< 0.1%
14.13857023	1	< 0.1%
9.649119053	1	< 0.1%
Other values (142183)	142183	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-17.73934574	1	< 0.1%
-11.03540371	1	< 0.1%
-11.02393131	1	< 0.1%
-10.69808106	1	< 0.1%
-10.30285651	1	< 0.1%

Value	Count	Frequency (%)
32.47858981	1	< 0.1%
32.2100807	1	< 0.1%
30.35579697	1	< 0.1%
30.24384488	1	< 0.1%
30.17427309	1	< 0.1%

modelo_vigente
Real number (ℝ_≥0)

Distinct	130381
Distinct (%)	91.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2278037905
Minimum	0
Maximum	0.9994
Zeros	455
Zeros (%)	0.3%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0.004225511698
Q1	0.0300547619
median	0.1008531746
Q3	0.3295071429
95-th percentile	0.8532265297
Maximum	0.9994
Range	0.9994
Interquartile range (IQR)	0.299452381

Descriptive statistics

Standard deviation	0.2727641015
Coefficient of variation (CV)	1.197364192
Kurtosis	0.5595235392
Mean	0.2278037905
Median Absolute Deviation (MAD)	0.08689381384
Skewness	1.340188459
Sum	32392.10438
Variance	0.07440025509
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	455	0.3%
0.001	89	0.1%
0.0006666666667	68	< 0.1%
0.0005	65	< 0.1%
0.0004	65	< 0.1%
0.002	62	< 0.1%
0.0002222222222	58	< 0.1%
0.0002	57	< 0.1%
0.0003333333333	52	< 0.1%
0.00025	49	< 0.1%
Other values (130371)	141173	99.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	455	0.3%
6.600660066 × 10⁶	3	< 0.1%
7.989347537 × 10⁶	36	< 0.1%
1.075268817 × 10⁵	1	< 0.1%
1.578947368 × 10⁵	1	< 0.1%

Value	Count	Frequency (%)
0.9994	1	< 0.1%
0.9992698413	1	< 0.1%
0.9991309524	1	< 0.1%
0.9983333333	1	< 0.1%
0.9980730159	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	date	location	mintemp	maxtemp	rainfall	evaporation	sunshine	humidity9am	humidity3pm	pressure9am	pressure3pm	cloud9am	cloud3pm	temp9am	temp3pm	raintoday	amountOfRain	raintomorrow	temp	humidity	precipitation3pm	precipitation9am	modelo_vigente
0	2008-12-01	Albury	13.4	22.9	0.6	NaN	NaN	71.0	22.0	1007.7	1007.1	8.0	NaN	16.9	21.8	No	0.0	No	29.48	28.400000	12	5.115360	0.089825
1	2008-12-02	Albury	7.4	25.1	0.0	NaN	NaN	44.0	25.0	1010.6	1007.8	NaN	NaN	17.2	24.3	No	0.0	No	32.12	2.208569	10	21.497100	0.023477
2	2008-12-03	Albury	12.9	25.7	0.0	NaN	NaN	38.0	30.0	1007.6	1008.7	NaN	2.0	21.0	23.2	No	0.0	No	32.84	38.000000	17	20.782859	0.027580
3	2008-12-04	Albury	9.2	28.0	0.0	NaN	NaN	45.0	16.0	1017.6	1012.8	NaN	NaN	18.1	26.5	No	1.0	No	35.60	21.200000	8	12.028646	0.023962
4	2008-12-05	Albury	17.5	32.3	1.0	NaN	NaN	82.0	33.0	1010.8	1006.0	7.0	8.0	17.8	29.7	No	0.2	No	40.76	41.600000	9	11.883546	0.220164
5	2008-12-06	Albury	14.6	29.7	0.2	NaN	NaN	55.0	23.0	1009.2	1005.4	NaN	NaN	20.6	28.9	No	0.0	No	37.64	29.600000	8	17.320994	0.056883
6	2008-12-07	Albury	14.3	25.0	0.0	NaN	NaN	49.0	19.0	1009.6	1008.2	1.0	NaN	18.1	24.6	No	0.0	No	32.00	24.800000	8	19.791271	0.030004
7	2008-12-08	Albury	7.7	26.7	0.0	NaN	NaN	48.0	19.0	1013.4	1010.1	NaN	NaN	16.3	25.5	No	0.0	No	34.04	24.800000	7	7.207085	0.023000
8	2008-12-09	Albury	9.7	31.9	0.0	NaN	NaN	42.0	9.0	1008.9	1003.6	NaN	NaN	18.3	30.2	No	1.4	Yes	40.28	12.800000	19	1.540702	0.414649
9	2008-12-10	Albury	13.1	30.1	1.4	NaN	NaN	58.0	27.0	1007.0	1005.7	NaN	NaN	20.1	28.2	Yes	0.0	No	38.12	34.400000	7	8.259833	0.064945

Last rows

	date	location	mintemp	maxtemp	evaporation	sunshine	humidity9am	humidity3pm	pressure9am	pressure3pm	cloud9am	cloud3pm	temp9am	temp3pm	raintoday	raintomorrow	temp	humidity	precipitation3pm	precipitation9am	modelo_vigente
142183	2017-06-15	Uluru	2.6	22.5	NaN	NaN	59.0	24.0	1025.0	1021.4	NaN	NaN	8.8	22.1	No	No	29.00	30.8	7	10.573820	0.004554
142184	2017-06-16	Uluru	5.2	24.3	NaN	NaN	53.0	24.0	1023.8	1020.0	NaN	NaN	12.3	23.3	No	No	31.16	30.8	8	12.891278	0.001849
142185	2017-06-17	Uluru	6.4	23.4	NaN	NaN	53.0	25.0	1025.8	1023.0	NaN	NaN	11.2	23.1	No	No	30.08	32.0	7	23.509257	0.010637
142186	2017-06-18	Uluru	8.0	20.7	NaN	NaN	56.0	32.0	1028.1	1024.3	NaN	7.0	11.6	20.0	No	No	26.84	40.4	5	7.641467	0.094063
142187	2017-06-19	Uluru	7.4	20.6	NaN	NaN	63.0	33.0	1027.2	1023.3	NaN	NaN	11.0	20.3	No	No	26.72	41.6	16	8.863026	0.016058
142188	2017-06-20	Uluru	3.5	21.8	NaN	NaN	59.0	27.0	1024.7	1021.2	NaN	NaN	9.4	20.9	No	No	28.16	34.4	12	5.848681	0.002556
142189	2017-06-21	Uluru	2.8	23.4	NaN	NaN	51.0	24.0	1024.6	1020.3	NaN	NaN	10.1	22.4	No	No	30.08	30.8	10	6.653879	0.002053
142190	2017-06-22	Uluru	3.6	25.3	NaN	NaN	56.0	21.0	1023.5	1019.1	NaN	NaN	10.9	24.5	No	No	32.36	27.2	9	19.715976	0.023350
142191	2017-06-23	Uluru	5.4	26.9	NaN	NaN	53.0	24.0	1021.0	1016.8	NaN	NaN	12.5	26.1	No	No	34.28	30.8	12	0.985551	0.007195
142192	2017-06-24	Uluru	7.8	27.0	NaN	NaN	51.0	24.0	1019.4	1016.5	3.0	2.0	15.1	26.0	No	No	34.40	30.8	15	4.381481	0.018811

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows